{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## II. Data Cleanup \n",
    "\n",
    "We find the data are \"messy\" i.e aren't cleanly prepared for import - for instance numeric columns might have some strings in them.  This is very common in raw data especially that obtained from web sites.\n",
    "\n",
    "Let's take a look. we're going to look at the first five rows of some specific columns that show the data dirtiness issues."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "%pylab inline\n",
    "# first we ingest the data from the source on the web\n",
    "# this contains a reduced version of the data set from Lending Club\n",
    "import pandas as pd\n",
    "loansData = pd.read_csv('https://spark-public.s3.amazonaws.com/dataanalysis/loansData.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "81174     8.90%\n",
       "99592    12.12%\n",
       "80059    21.98%\n",
       "15825     9.99%\n",
       "33182    11.71%\n",
       "Name: Interest.Rate, dtype: object"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "loansData['Interest.Rate'][0:5] # first five rows of Interest.Rate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "81174    36 months\n",
       "99592    36 months\n",
       "80059    60 months\n",
       "15825    36 months\n",
       "33182    36 months\n",
       "Name: Loan.Length, dtype: object"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "loansData['Loan.Length'][0:5] # first five rows of Loan.Length"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We see here that:\n",
    "\n",
    "* the interest rate information has \"%\" symbols in it.\n",
    "* loan length has \" months\" in it\n",
    "\n",
    "Other than that we can also see (exploration exercise):\n",
    "\n",
    "* there are a couple of values that are so large they must be typos\n",
    "* some values are missing \"NA\" values i.e. not available.\n",
    "* the FICO Range is really a numeric entity but is represented as a categorical variable in the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "81174    735-739\n",
       "99592    715-719\n",
       "80059    690-694\n",
       "15825    695-699\n",
       "33182    695-699\n",
       "Name: FICO.Range, dtype: object"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "loansData['FICO.Range'][0:5] # first five rows of FICO.Range"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##Exercise\n",
    "Actually perform each of the above steps on the dataset i.e.\n",
    "\n",
    "* import the data\n",
    "* remove the '%' suffix from each row\n",
    "* remove the ' months' suffix from each row\n",
    "* remove the outlier rows\n",
    "* remove rows with NA\n",
    "\n",
    "Save your code in a reusable manner - these are steps you'll be doing repeatedly.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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fXakXa9euTW3ipqam1Muw5dyLi44ePcqWLVtYu3YtMPvdm9v2xUWX96KkpMR1\n++Ltt9/m61//Otdddx0ej4f6+nr+8pe/uHJezNWL119/3dJ9YfnAX7duHevXr2dgYACYzSg3bdrE\nzp07iUZnf1suGo1SV1cHQCgUoqOjg0QiwdDQEIODg1RWVlpdli2u1IuLGxng97//PZs3z77D5nLu\nxUUvv/xyKsKA2cfstn1x0eW9GB8fT/2/W/ZFWVkZb7zxBh9//DHJZJLjx48TDAZdOS+u1AtL54XF\nP2hOJpPJZF9fX/KOO+5I3nrrrcl77703OTU1lfzPf/6T3LZtW3LDhg3Jmpqa5OTkZOr6v/jFL5I3\n3XRT8qtf/Wqyp6cnGyXZ5vJeTE5OJnfv3p3cvHlz8tZbb03ec889yYmJidT1l3Mvzp49m7zuuuuS\np0+fTn3Mrftirl64dV8cOHAgGQwGk7fcckvygQceSCYSCdfui8t7cf78eUv3hS1/4lBERHJPf+JQ\nRMQlNPBFRFxCA19ExCU08EVEXEIDX0TEJTTwRURc4v8B/8CXT8PwWz0AAAAASUVORK5CYII=\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "plt.figure()\n",
    "loansmin = pd.read_csv('../datasets/loanf.csv')\n",
    "fico = loansmin['FICO.Score']\n",
    "p = fico.hist()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###Box Plot\n",
    "\n",
    "Next we take a box plot which allows us to quickly look at the distribution of interest rates based on each FICO score range.   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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Pnqzz/sSJEz4Lvfvuu9GuXbs6wey8vDx07NgRqampSE1NxcqVK32WUXvT9n3D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\nYRjGFO4gGIZhGFO4g2AYhmFM+X+B2yLdL0kEeAAAAABJRU5ErkJggg==\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "plt.figure()\n",
    "loansmin = pd.read_csv('../datasets/loanf.csv')\n",
    "\n",
    "p = loansmin.boxplot('Interest.Rate','FICO.Score')\n",
    "q = p.set_xticklabels(['640','','','','660','','','','680','','','','700',\n",
    "  '720','','','','740','','','','760','','','','780','','','','800','','','','820','','','','840'])\n",
    "\n",
    "q0 = p.set_xlabel('FICO Score')\n",
    "q1 = p.set_ylabel('Interest Rate %')\n",
    "q2 = p.set_title('                          ')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We're going to look at a scatterplot matrix of the five variables in our data."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img src=\"files/images/important.png\" />"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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pvFo6KU3TzWXxGEEY0GhYSJKEqmYkyRDTNEiSBFEUgKJem20bZFkX0xQ2k8vE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\nyYQtBxgJdAL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2xB07dow5c+ZQXV3N2rVr2bdvH9u2bePf/u3fWrSBeDzOpEmT2LNnD5Mm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nBB/6HheRGqmqGq6qCvixea0x7p1Ta7okr1wn1RLlvo+vrh43IcB8sKgTmq1U0vzMVA1w1U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FxSEgIOC15jXOmTMH8+bNg6mpKWbPng13d3cUFBRonDvWwMAAGzZswLNnz2BiYoLY2FgY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\nMcYYY6wT4kYcY4wxxlgn9H9o4yMgkarOLwAAAABJRU5ErkJggg==\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## TRY THIS!\n",
    "import pandas as pd\n",
    "loansmin = pd.read_csv('../datasets/loanf.csv')\n",
    "a = pd.scatter_matrix(loansmin,alpha=0.05,figsize=(10,10), diagonal='hist')\n",
    "## Click on the line above\n",
    "## Change 'hist' to 'kde' then hit shift-enter, with the cursor still in this box\n",
    "## The plot will redraw - it takes a while. While it is recomputing you will see a \n",
    "## message-box that says 'Kernel Busy' near the top right corner\n",
    "## You can change the code and hit shift-enter to re-execute the code\n",
    "## Try changing the (10,10) to (8,8) and (12,12)\n",
    "## Try changing the alpha value from 0.05 to 0.5 \n",
    "## How does this change in alpha change your ability to interpret the data?\n",
    "## Feel free to try other variations. \n",
    "## If at any time you scramble the code and forget the syntax \n",
    "## a copy of the original code is below. Copy and paste it in place. \n",
    "## Remember to remove the hashmarks.\n",
    "## a = pd.scatter_matrix(loansmin, alpha=0.05,figsize=(10,10), diagonal='hist)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>\n",
       "    @font-face {\n",
       "        font-family: \"Computer Modern\";\n",
       "        src: url('http://mirrors.ctan.org/fonts/cm-unicode/fonts/otf/cmunss.otf');\n",
       "    }\n",
       "    div.cell{\n",
       "        width:800px;\n",
       "        margin-left:auto;\n",
       "        margin-right:auto;\n",
       "    }\n",
       "    h1 {\n",
       "        font-family: \"Charis SIL\", Palatino, serif;\n",
       "    }\n",
       "    h4{\n",
       "        margin-top:12px;\n",
       "        margin-bottom: 3px;\n",
       "       }\n",
       "    div.text_cell_render{\n",
       "        font-family: Computer Modern, \"Helvetica Neue\", Arial, Helvetica, Geneva, sans-serif;\n",
       "        line-height: 145%;\n",
       "        font-size: 120%;\n",
       "        width:800px;\n",
       "        margin-left:auto;\n",
       "        margin-right:auto;\n",
       "    }\n",
       "    .CodeMirror{\n",
       "            font-family: \"Source Code Pro\", source-code-pro,Consolas, monospace;\n",
       "    }\n",
       "    .prompt{\n",
       "        display: None;\n",
       "    }\n",
       "    .text_cell_render h5 {\n",
       "        font-weight: 300;\n",
       "        font-size: 16pt;\n",
       "        color: #4057A1;\n",
       "        font-style: italic;\n",
       "        margin-bottom: .5em;\n",
       "        margin-top: 0.5em;\n",
       "        display: block;\n",
       "    }\n",
       "    \n",
       "    .warning{\n",
       "        color: rgb( 240, 20, 20 )\n",
       "        }\n",
       "</style>\n",
       "<script>\n",
       "    MathJax.Hub.Config({\n",
       "                        TeX: {\n",
       "                           extensions: [\"AMSmath.js\"]\n",
       "                           },\n",
       "                tex2jax: {\n",
       "                    inlineMath: [ ['$','$'], [\"\\\\(\",\"\\\\)\"] ],\n",
       "                    displayMath: [ ['$$','$$'], [\"\\\\[\",\"\\\\]\"] ]\n",
       "                },\n",
       "                displayAlign: 'center', // Change this to 'center' to center equations.\n",
       "                \"HTML-CSS\": {\n",
       "                    styles: {'.MathJax_Display': {\"margin\": 4}}\n",
       "                }\n",
       "        });\n",
       "</script>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML at 0x109535490>"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.core.display import HTML\n",
    "def css_styling():\n",
    "    styles = open(\"../styles/custom.css\", \"r\").read()\n",
    "    return HTML(styles)\n",
    "css_styling()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
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